| ,classifier name,imputation_strategy,scaling_strategy,accuracy,precision,recall,model_id,best_params | |
| 0,RandomForestClassifier,median,StandardScaler(),0.5000,0.4167,0.5000,0,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 1,RandomForestClassifier,median,MinMaxScaler(),0.5000,0.4167,0.5000,1,"OrderedDict([('class_weight', 'balanced_subsample'), ('criterion', 'gini'), ('min_samples_leaf', 2), ('min_samples_split', 4), ('n_estimators', 140)])" | |
| 2,RandomForestClassifier,median,RobustScaler(),0.5000,0.4167,0.5000,2,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 3,RandomForestClassifier,most_frequent,StandardScaler(),0.5000,0.4167,0.5000,3,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 4,RandomForestClassifier,most_frequent,MinMaxScaler(),0.5000,0.4167,0.5000,4,"OrderedDict([('class_weight', 'balanced_subsample'), ('criterion', 'gini'), ('min_samples_leaf', 2), ('min_samples_split', 4), ('n_estimators', 140)])" | |
| 5,RandomForestClassifier,most_frequent,RobustScaler(),0.5000,0.4167,0.5000,5,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 6,RandomForestClassifier,knn,StandardScaler(),0.5000,0.4167,0.5000,6,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 7,RandomForestClassifier,knn,MinMaxScaler(),0.5000,0.4167,0.5000,7,"OrderedDict([('class_weight', 'balanced_subsample'), ('criterion', 'gini'), ('min_samples_leaf', 2), ('min_samples_split', 4), ('n_estimators', 140)])" | |
| 8,RandomForestClassifier,knn,RobustScaler(),0.5000,0.4167,0.5000,8,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 9,RandomForestClassifier,iterative,StandardScaler(),0.5000,0.4167,0.5000,9,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |
| 10,RandomForestClassifier,iterative,MinMaxScaler(),0.5000,0.4167,0.5000,10,"OrderedDict([('class_weight', 'balanced_subsample'), ('criterion', 'gini'), ('min_samples_leaf', 2), ('min_samples_split', 4), ('n_estimators', 140)])" | |
| 11,RandomForestClassifier,iterative,RobustScaler(),0.5000,0.4167,0.5000,11,"OrderedDict([('class_weight', 'balanced'), ('criterion', 'gini'), ('min_samples_leaf', 3), ('min_samples_split', 3), ('n_estimators', 143)])" | |